Capabilities at a glance
The single list of what MetaFabric does today, what works with limits, and what is coming.
Each status reflects what works in the current release, not only what exists in code. Select a capability to read more.
- Live: Available today
- Partial: Available with limits
- Pilot: Built, switched off by default
- Planned: On the roadmap
Data and connectivity#
| Capability | Status | Notes |
|---|---|---|
| Salesforce, ServiceNow, Jira Cloud, Supabase, RingCX | Live | Native connections to your own instance |
| NetSuite, Workday | Partial | Sandbox data in the console; native connector built, not yet enabled |
| Custom connectors | Live | Upload your own connector for any other system |
| Spreadsheet import | Live | Excel or CSV mapped onto a business class |
| Live source access | Live | Read a system in place, without copying it |
| Scheduled sync | Live | Re-pulls every source on a set interval |
| Push ingestion | Partial | Sources can push records to an API. MetaFabric does not set up webhooks in the source. |
| Canonicalization | Live | Identity matching, field ranking by source, conflicts, lineage |
| Duplicate detection and merge | Live | Suggested matches, merged only after review |
| Industry ontology packs | Partial | Banking pack designed, not yet certified |
| More connectors | Planned | HubSpot, Zendesk, SAP |
Applications and developers#
| Capability | Status | Notes |
|---|---|---|
| App-owned records | Live | Records that live only in MetaFabric, created by apps |
| Data API | Live | Read and write records with an API key or OAuth client credentials |
| Realtime change events | Live | Live updates over a WebSocket |
| Functions on record changes | Live | Sandboxed code runs on insert, update or delete |
| Write-back to the source | Partial | Salesforce in Read live mode, and custom connectors that support writes |
| MCP server | Live | OAuth sign-in for Claude, Claude Code, ChatGPT, Codex, Cursor, VS Code |
Knowledge and AI#
| Capability | Status | Notes |
|---|---|---|
| Knowledge base | Live | Questions answered from your documents, with sources |
| Document parsing | Live | Docling, inside the document service |
| OCR for scans and images | Live | PaddleOCR-VL on our own GPU server |
| Spreadsheet parsing | Live | Built-in parser, no model |
| Embeddings | Live | OpenAI text-embedding-3-small (hosted) |
| Self-hosted embeddings | Pilot | Qwen3-Embedding-8B, chosen per workspace |
| Reranking | Live | Qwen3-Reranker-4B on our own GPU server |
| Agents | Live | Act on records, with approval and input gates |
| Ask AI | Live | Answers questions and can act on records, documents and runs; deletes need confirmation |
| Metaspace | Live | Build a workspace view by describing it |
| Pulse dashboards | Partial | AI-built dashboards show supplied data, not yet live queries |
| Numerical insights | Pilot | Metrics, anomalies and forecasts; enabled per deployment |
Evaluation and approvals#
| Capability | Status | Notes |
|---|---|---|
| Evaluation checks | Live | Checks before and after a load, run per mapping |
| Signed completeness certificate | Live | Issued when every blocking check passes; can be verified later |
| Findings and repair | Live | Suggested fixes, applied after approval |
| Approval before publish | Live | One inbox for mappings, agents, findings and AI changes |
| Second-person sign-off | Live | Admin setting, off by default |
Security and access#
| Capability | Status | Notes |
|---|---|---|
| Tenant isolation | Live | Membership checked on each request; row-level security in PostgreSQL; separate graphs and indexes per workspace |
| Roles | Live | Five roles; actions not listed are refused |
| Object permissions | Live | Read or write per business class, per person |
| Basic RLS | Live | Record owner rules: people see records that name them |
| Advanced RLS and CLS | Pilot | Row rules and field masking, for reading only |
| Write and export policies | Planned | Extends policies to changes and exports |
| Single sign-on | Live | Keycloak, alongside local sign-in |
| Audit log | Live | Records changes, approvals, refused requests, and API and AI assistant calls |